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Data is from the July 2015 Apsalar report titled "Apsalar App Install and Transaction Fraud Index." Using API data feeds from a variety of sources, Apsalar examined more than 10 billion in-app click events and more than 200 million in-app virtual goods transactions worldwide, covering activity during January-May 2015. Apsalar is an omnichannel data management platform.